{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# MAGNETIZATION VECTOR FIELD RECONSTRUCTION\n",
    "\n",
    "## Notebook Documentation\n",
    "\n",
    "<br>\n",
    "<br>\n",
    "<img alt=\"Creative Commons License\" style=\"border-width:0\" src=\"https://i.creativecommons.org/l/by/4.0/88x31.png\" />\n",
    "Magnetization Vector Field Reconstruction Notebook Documentation is licensed under the Creative Commons Attribution 4.0 International License (2018)\n",
    "To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.\n",
    "\n",
    "Documentation Authors:\n",
    "- Marc Rosanes\n",
    "- Doga Gursoy\n",
    "- Aurelio Hierro\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Magnetization vector field reconstruction principle\n",
    "\n",
    "(1a) $$log[T_{+\\delta}] + log[T_{-\\delta}] = 2\\int{L(t)^{-1}dt}$$  \n",
    "(2a) $$log[T_{+\\delta}] - log[T_{-\\delta}] = 2\\int{L(t)^{-1}\\delta(t)[\\vec{k}\\bullet \\vec{m(t)}]dt}$$ \n",
    "\n",
    "\n",
    "Equation 1 is used to obtain the values of the attenuation length (L), while equation (2a) will allow extracting the magnetization configuration (**m**) of the system.\n",
    "\n",
    "It is important to note, that we are not directly reconstructing the reduced magnetization vector; we are reconstructing $2L(t)^{-1}\\delta(t)\\vec{m(t)}$. The contribution of the attenuation length can be accounted for by using the scalar field reconstruction using equeation (1a), and then using those values in the model to isolate $\\delta(t)\\vec{m(t)}$. The latter is proportional to the magnetization configuration.\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "*Reference for this slide: 3D reconstruction of magnetization from dichroic soft X-ray trasmission tomography (Aurelio Hierro et Al.)*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Magnetization vector field reconstruction principle continuation\n",
    "\n",
    "Thus it is necessary to take into account the attenuation lenght contribution, when this L is not consant throgout the object. Not taking into account L if it has high variations, would imply that we could be seeing mostly the L contribution in the reconstruction, instead of being seeing the contribution done by the magnetization **m**, in which we are interested. However, if L is quite constant throughout the object, reconstructing the full quantity $2L(t)^{-1}\\delta(t)\\vec{m(t)}$, will already give us a qualitative idea of the directions of the magnetization vector field **m**.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Testing the 3D vector field reconstruction algorithm \n",
    "## From a reconstructed 3D object to its projections and back\n",
    "\n",
    "In order to test the algorithm, the projections of a reconstructed oject can be computed, and from these projections we can come back to the reconstructed model object. If the appearance of the reconstructed model object from its computed projections is similar to the initial 3D object, this means that the vectorial reconstruction algorithm is performing correctly.\n",
    "\n",
    "For our purposes, we will work with a simulated object with a quite constant attenuation length L throghout the object. We will find the projections of this object on the three perpendicular cartesian axis of rotation, and then we will use all this projections in order to reconstruct the object again. This will allow us to check the validity of the algorithm.\n",
    "\n",
    "The projections of the object will give us the difference of the logarithms of the transmittance in each one of the three perpendicular axes.\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Testing the 3D vector field reconstruction algorithm\n",
    "\n",
    "\n",
    "First, let's make the necessary imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "import dxchange\n",
    "import tomopy\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "...let us load the our object: the three components of the magnetization vector all along the object. The shapes will be read in order to verify that the object magnetization components (in this case: $2L^{-1}\\delta\\vec{m}$) have been correctly loaded. Afterwards we will pad the object in order to have a cubic object.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(44, 280, 408)\n",
      "(44, 280, 408)\n",
      "(44, 280, 408)\n"
     ]
    }
   ],
   "source": [
    "obx = dxchange.read_tiff('M4R1_mx.tif').astype('float32')\n",
    "oby = dxchange.read_tiff('M4R1_my.tif').astype('float32')\n",
    "obz = dxchange.read_tiff('M4R1_mz.tif').astype('float32')\n",
    "\n",
    "print(np.shape(obx))\n",
    "print(np.shape(oby))\n",
    "print(np.shape(obz))\n",
    "\n",
    "npad = ((182, 182), (64, 64), (0, 0))\n",
    "obx = np.pad(obx, npad, mode='constant', constant_values=0)\n",
    "oby = np.pad(oby, npad, mode='constant', constant_values=0)\n",
    "obz = np.pad(obz, npad, mode='constant', constant_values=0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "...we will downsample the three axes of each of the magnetization vector components, in order to perform the calculations more rapidly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(102, 102, 102)\n",
      "(102, 102, 102)\n",
      "(102, 102, 102)\n"
     ]
    }
   ],
   "source": [
    "obx = tomopy.downsample(obx, level=2, axis=0)\n",
    "obx = tomopy.downsample(obx, level=2, axis=1)\n",
    "obx = tomopy.downsample(obx, level=2, axis=2)\n",
    "\n",
    "oby = tomopy.downsample(oby, level=2, axis=0)\n",
    "oby = tomopy.downsample(oby, level=2, axis=1)\n",
    "oby = tomopy.downsample(oby, level=2, axis=2)\n",
    "\n",
    "obz = tomopy.downsample(obz, level=2, axis=0)\n",
    "obz = tomopy.downsample(obz, level=2, axis=1)\n",
    "obz = tomopy.downsample(obz, level=2, axis=2)\n",
    "\n",
    "print(np.shape(obx))\n",
    "print(np.shape(oby))\n",
    "print(np.shape(obz))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Check the subsampled inputs, to see that the given input datasets are coherent:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7feba5acf150>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7feba5e20090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 8))\n",
    "ax1 = fig.add_subplot(1, 3, 1)\n",
    "ax1.imshow(obx[52,:,:])\n",
    "ax2 = fig.add_subplot(1, 3, 2)\n",
    "ax2.imshow(oby[52,:,:])\n",
    "ax3 = fig.add_subplot(1, 3, 3)\n",
    "ax3.imshow(obz[52,:,:])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7feba41586d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7feba5acf7d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 8))\n",
    "ax1 = fig.add_subplot(1, 3, 1)\n",
    "ax1.imshow(obx[55,:,:])\n",
    "ax2 = fig.add_subplot(1, 3, 2)\n",
    "ax2.imshow(oby[55,:,:])\n",
    "ax3 = fig.add_subplot(1, 3, 3)\n",
    "ax3.imshow(obz[55,:,:])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "...we will define the projection angles: 31 angles, from 90 to 270 degrees:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "ang = tomopy.angles(31, 90, 270)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "...and calculate the projections of the object taking rotation axes around the three perpendicular cartesian axes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f255a9cd8d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f255afb0990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prj1 = tomopy.project3(obx, oby, obz, ang, axis=0, pad=False)\n",
    "prj2 = tomopy.project3(obx, oby, obz, ang, axis=1, pad=False)\n",
    "prj3 = tomopy.project3(obx, oby, obz, ang, axis=2, pad=False)\n",
    "\n",
    "fig = plt.figure(figsize=(15, 8))\n",
    "ax1 = fig.add_subplot(1, 3, 1)\n",
    "ax1.imshow(prj1[0,:,:])\n",
    "ax2 = fig.add_subplot(1, 3, 2)\n",
    "ax2.imshow(prj2[0,:,:])\n",
    "ax3 = fig.add_subplot(1, 3, 3)\n",
    "ax3.imshow(prj3[0,:,:])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Finally we will reconstruct the vector magnetization field components (in fact it is the quantity $2L^{-1}\\delta\\vec{m}$, the one which is reconstructed), taking as input the projections that we have calculated thanks to the first 3D initial object.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "312.496975899\n",
      "(102, 102, 102)\n",
      "(102, 102, 102)\n",
      "(102, 102, 102)\n"
     ]
    }
   ],
   "source": [
    "t = time.time()\n",
    "rec1, rec2, rec3 = tomopy.vector3(prj1, prj2, prj3, ang, ang, ang, axis1=0, axis2=1, axis3=2, num_iter=100)\n",
    "dxchange.write_tiff(rec1)\n",
    "dxchange.write_tiff(rec2)\n",
    "dxchange.write_tiff(rec3)\n",
    "print (time.time()-t)\n",
    "print(np.shape(rec1))\n",
    "print(np.shape(rec2))\n",
    "print(np.shape(rec3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Comparison of the test results\n",
    "\n",
    "In this section, we compare the results of the magnetization vector field components obtained thanks to the tomopy reconstruction, against the magnetization vector field components of the object given as input:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Comparison of the first component results: first component\n",
    "\n",
    "Comparison of the first magnetization vector component against the input data object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f255a32d250>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f255a41d4d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 7))\n",
    "ax1 = fig.add_subplot(1, 2, 1)\n",
    "ax1.imshow(obx[52,:,:])\n",
    "ax2 = fig.add_subplot(1, 2, 2)\n",
    "ax2.imshow(rec1[52,:,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Comparison of the second component results: second component\n",
    "\n",
    "Comparison of the second magnetization vector component against the input data object:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f255a2889d0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f255a2e0890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 7))\n",
    "ax1 = fig.add_subplot(1, 2, 1)\n",
    "ax1.imshow(oby[52,:,:])\n",
    "ax2 = fig.add_subplot(1, 2, 2)\n",
    "ax2.imshow(rec2[52,:,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Comparison of the third component results: third component\n",
    "\n",
    "Comparison of the third magnetization vector component against the input data object:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f255a174310>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f255a24a650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 7))\n",
    "ax1 = fig.add_subplot(1, 2, 1)\n",
    "ax1.imshow(obz[52,:,:])\n",
    "ax2 = fig.add_subplot(1, 2, 2)\n",
    "ax2.imshow(rec3[52,:,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Comparison of the first component results (other slice): first component\n",
    "\n",
    "Comparison of the first magnetization vector component against the input data object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f255a0cfb90>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f255a116990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 7))\n",
    "ax1 = fig.add_subplot(1, 2, 1)\n",
    "ax1.imshow(obx[55,:,:])\n",
    "ax2 = fig.add_subplot(1, 2, 2)\n",
    "ax2.imshow(rec1[55,:,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Comparison of the second component results (other slice): second component\n",
    "\n",
    "Comparison of the second magnetization vector component against the input data object:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2559fbc350>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f255a027dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 7))\n",
    "ax1 = fig.add_subplot(1, 2, 1)\n",
    "ax1.imshow(oby[55,:,:])\n",
    "ax2 = fig.add_subplot(1, 2, 2)\n",
    "ax2.imshow(rec2[55,:,:])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Comparison of the third component results (other slice): third component\n",
    "\n",
    "Comparison of the third magnetization vector component against the input data object:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2559e95a50>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2559f5ed10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 7))\n",
    "ax1 = fig.add_subplot(1, 2, 1)\n",
    "ax1.imshow(obz[55,:,:])\n",
    "ax2 = fig.add_subplot(1, 2, 2)\n",
    "ax2.imshow(rec3[55,:,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
